Georgia Prisoners' Speak Public Data MCP server

• get_contraband_incidentsFree

  Incidents from GDC's own published contraband arrest reports (2016-present, ~960 incidents): one row per incident with GDC's wording verbatim, the people as GDC categorised them (staff / officer / contract staff / visitor / civilian), the items, whether an arrest was reported, and the GDC source URL. Filters: facility slug (e.g. dooly-state-prison), year, actor_category (staff | visitor | civilian | officer | gdc_staff | contract_staff), item_category (cellphone, tobacco, marijuana, methamphetamine, ...), arrest_made (yes|no|unstated), q (text match). Structured rows name staff, officers and contract staff as GDC printed them; other people appear by category and role only. The narrative is GDC's own text.

• get_contraband_summaryFree

  Summaries of GDC's published contraband arrest reports. `by` = year | facility | actor-category | role | item-category | stats. Optional facility slug / year filters (not for stats). Counts arrests as GDC reported them; GDC's own running tally is not used because it is not a consistent series across copies of the same report.

• get_drug_admissionsFree

  Admissions to Georgia prisons on drug offenses for the latest published report year, broken down by sex, age band and related measures.

• get_facilityFree

  One facility's full public record plus its most recent state health inspection, if GPS has one. `slug` is the facility's gps.press slug, e.g. 'macon-state-prison'. Use list_facilities to find it.

• get_facility_staff_rosterFree

  Staff headcount and list for one GDC facility, from a GDC-produced roster. Answers "how many staff work at X", "how many officers work there", "list the staff at X". `slug` is the facility slug, e.g. 'dooly-state-prison' (use list_facilities to find it). `title` optionally filters by job title. GDC abbreviates heavily: correctional officers appear as "Correctional Ofc", clerical staff as "Admin Support" or "Admin Assistant". Try both the plain word and the abbreviation. ALWAYS report the `observed` date alongside any figure from this tool. A roster is a single-day observation, not a statement about who works there today. A zero for a role is a finding about the roster rather than missing data: the roster holds no nursing, physician or dental titles anywhere in GDC, which is consistent with medical staffing being contracted rather than directly employed. Do not assert that reason as established fact.

• get_gps_guideFree

  GPS's orientation file for AI clients (llms.txt) — READ THIS FIRST. Carries the things the data tools cannot: which figure to lead with when two are defensible, how to label budget figures, the exact date of the DOJ findings report, and the claims GPS has publicly corrected and will not repeat. Roughly 2,000 words. The datasets give you accurate numbers. This is what keeps the sentence around the number accurate too.

• get_length_of_stayFree

  How long people actually serve in Georgia, by offense and year: average sentence, years served, percentage of sentence served, share released on parole, and the lifer figures — plus the trend summary. `offense` and `year` are passed to the public endpoint. `summary_only` returns just the summary block.

• get_mortality_dataFree

  Deaths in GDC custody since 2020 — yearly and monthly counts, cause-of- death breakdown, deaths by facility, facility type, security level and age. With no arguments this returns the whole published document plus a list of its sections. `section` returns one section by name (e.g. 'YEARLY STATISTICS', 'DEATHS BY FACILITY'); `year` filters the yearly and monthly lines to that year; `facility_contains` filters the by-facility ranking AND returns that facility's cause-of-death breakdown. Filters are matched against the published lines, which is why the matching lines are returned verbatim rather than re-tabulated.

• get_ocga_sectionFree

  Full text of a section of the Official Code of Georgia Annotated from GPS's public mirror. `section` is the bare citation without the 'O.C.G.A. §' prefix, e.g. '9-14-42', '42-5-2', '17-9-4'.

• get_pageFree

  Read any gps.press page as clean Markdown. Every page on the site has a Markdown twin at the same URL with `.md` appended; this fetches it. Accepts a full URL, a path, or a bare slug — '/vision2027/', 'vision2027', and the full https URL all work, with or without '.md'. Covers articles, data pages, campaign pages and the intelligence briefings (intelligence/facility/{slug}, intelligence/issue/{slug}). Long pages are truncated; use `offset` and `limit` to page through one. Pair with search_site() to find a page, then read it here rather than guessing its contents.

• get_parole_statisticsFree

  Georgia parole decisions by year — the series GPS assembled from the State Board of Pardons and Paroles' own annual reports, with the metric definitions and the instruments note that says how they were built.

• get_population_snapshotFree

  Latest GDC population snapshot (the weekly 'Friday report'): `total_in_gdc_custody` (every GDC bed type, including probation detention centers and RSAT), the jail backlog, and the facility-type components. The total is the ONLY population figure; the components are parts of it, not alternative totals.

• get_settlements_dataFree

  What Georgia has paid to settle prison death and injury claims — the 'What Georgia Pays' analysis of state settlement records, returned as the published markdown.

• get_system_statisticsFree

  Headline statistics for the Georgia prison system: population, mortality, demographics, facility counts, releases and health measures, with the update date and data source GPS assembled them from.

• list_facilitiesFree

  List Georgia prison facilities with location, operator, security level, capacity, population, warden and latest food-safety score. Optional filters are applied to the public list after it is fetched: facility_type (e.g. 'State Prison', 'Transitional Center', 'County Prison'), county, name_contains, and active_only.

• list_intelligenceFree

  List GPS intelligence briefings — per-facility and per-issue analyses. `kind` filters to 'facility' or 'issue'; `contains` filters on the slug. Read any of them in full with get_page(), e.g. get_page('intelligence/facility/dooly-state-prison'). Facility briefings are enumerated from the public index. Issue briefings have no published index, so a maintained list of known slugs is returned and may be incomplete — `issues_note` says so in the payload.

• search_quotesFree

  Search GPS's published quote collection — statements from incarcerated people, families, officials and staff that GPS has already published. `attribution_type` is 'named' or 'anonymous'. `category` is one of the published categories (call with no arguments and read the results, or see gps.press). Paginated: page starts at 1, per_page caps at 100.

• search_siteFree

  Search gps.press — articles, data pages, research library topics and facility pages — and get back ranked titles, URLs and summaries. This reads the public /find/ results page. GPS publishes no JSON search API, so results are parsed out of the rendered page; treat the ranking as the site's own and follow each result's URL before citing it.

• –Code scanremote-only server, no package to scann/a
• Live reliabilityremote reachable in 1422ms20/20
• Tool poisoning18 tool descriptions checked15/15
• Auth qualityopen endpoint, read-only tools10/15
• Maintenanceno repository listed3/15
• Maintainer identityverified namespace with website, no repo4/10

Georgia Prisoners' Speak Public Data: common questions

Is Georgia Prisoners' Speak Public Data MCP server safe?

With care: it is graded C, so read the findings first (69/100). Read the Georgia Prisoners' Speak Public Data safety report

How do I install Georgia Prisoners' Speak Public Data?

It runs remotely at data.gps.press. Add it to Claude Code, Claude Desktop or Cursor with the snippets above, or call it through the mcp.market gateway without installing anything.

Does Georgia Prisoners' Speak Public Data need an API key?

Not as far as the registry entry and our scan can tell: no credentials are declared or required.

Is Georgia Prisoners' Speak Public Data maintained?

The latest release is v1.0.0.

Is Georgia Prisoners' Speak Public Data up?

100% of our last 5 checks got an answer. We check remote servers about four times a day.